Triple

T18828578
Position Surface form Disambiguated ID Type / Status
Subject John Stamos E460460 entity
Predicate notableWork P4 FINISHED
Object Necessary Roughness (TV series)
Necessary Roughness is a USA Network drama series about a tough Long Island therapist who becomes an in-demand mental coach for a professional football team and its troubled players.
E1344626 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Necessary Roughness (TV series) | Statement: [John Stamos, notableWork, Necessary Roughness (TV series)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Necessary Roughness (TV series)
Context triple: [John Stamos, notableWork, Necessary Roughness (TV series)]
  • A. Life as a House
    Life as a House is a 2001 American drama film about a terminally ill man who attempts to rebuild both his dilapidated house and his fractured relationship with his son.
  • B. Sordid Lives: The Series
    Sordid Lives: The Series is a comedic television show based on Del Shores' cult film "Sordid Lives," following the eccentric lives of a dysfunctional Texas family.
  • C. The Chair (Netflix series)
    The Chair is a Netflix dramedy series that follows the first woman of color to chair a struggling university English department, blending sharp academic satire with character-driven storytelling.
  • D. House of Sisyphus
    The House of Sisyphus is a fictional Jamaican political dynasty featured in Orlando Patterson’s novel "Children of Sisyphus," symbolizing entrenched power and social inequality.
  • E. The Affair
    The Affair is an American television drama series that explores the emotional and psychological effects of an extramarital relationship and its aftermath through multiple, often conflicting perspectives.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Necessary Roughness (TV series)
Triple: [John Stamos, notableWork, Necessary Roughness (TV series)]
Generated description
Necessary Roughness is a USA Network drama series about a tough Long Island therapist who becomes an in-demand mental coach for a professional football team and its troubled players.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Necessary Roughness (TV series)
Target entity description: Necessary Roughness is a USA Network drama series about a tough Long Island therapist who becomes an in-demand mental coach for a professional football team and its troubled players.
  • A. Life as a House
    Life as a House is a 2001 American drama film about a terminally ill man who attempts to rebuild both his dilapidated house and his fractured relationship with his son.
  • B. Sordid Lives: The Series
    Sordid Lives: The Series is a comedic television show based on Del Shores' cult film "Sordid Lives," following the eccentric lives of a dysfunctional Texas family.
  • C. The Chair (Netflix series)
    The Chair is a Netflix dramedy series that follows the first woman of color to chair a struggling university English department, blending sharp academic satire with character-driven storytelling.
  • D. House of Sisyphus
    The House of Sisyphus is a fictional Jamaican political dynasty featured in Orlando Patterson’s novel "Children of Sisyphus," symbolizing entrenched power and social inequality.
  • E. The Affair
    The Affair is an American television drama series that explores the emotional and psychological effects of an extramarital relationship and its aftermath through multiple, often conflicting perspectives.
  • F. None of above. chosen

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69d8dcf94c288190a06dea029ae4b223 completed April 10, 2026, 11:20 a.m.
NER Named-entity recognition batch_69e5a99554848190933dd2810f5c810f completed April 20, 2026, 4:20 a.m.
NED1 Entity disambiguation (via context triple) batch_6a055bd216d881908bee50901656372e completed May 14, 2026, 5:21 a.m.
NEDg Description generation batch_6a0561e6500c8190b42d8257180ad7a6 completed May 14, 2026, 5:47 a.m.
NED2 Entity disambiguation (via description) batch_6a05623b880c81908fedf88e6a79ac31 completed May 14, 2026, 5:48 a.m.
Created at: April 10, 2026, 11:56 a.m.